{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 特征工程"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.1 什么是特征工程     \n",
    "定义：将数据转换为能更好地表示潜在问题的特征，从而提高机器学习性能。\n",
    "     \n",
    "解释：    \n",
    "转换过程    \n",
    "1. 为机器学习pipline进行服务的（更好地表示潜在问题）。     \n",
    "2. 数据清洗（丢失、冗余）、数据组织（行、列）、数据转换。\n",
    "      \n",
    "特征   \n",
    "列（属性）：普通 + 隐藏（建模）  \n",
    "      \n",
    "标准评估指标     \n",
    "baseline、阈值 \n",
    "一定要考虑应用场景（股票价格预测：监督学习/回归预测问题）  \n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.2 特征理解\n",
    "1. 识别结构化数据与非结构化数据\n",
    "2. 定量数据与定性数据\n",
    "3. 数据的4个等级：定类等级、定序等级、定距等级、定比等级\n",
    "4. 探索性数据分析和数据可视化\n",
    "5. 描述性统计\n",
    "\n",
    "注：《数据科学原理》"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.3 特征增强（数据清洗）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "根据自己对数据的理解，进行数据的修改，但是不删除或插入新的属性。\n",
    "1. 对非结构化数据进行结构化\n",
    "2. 数据缺失的填充\n",
    "3. 数据冗余的删除\n",
    "4. 数据错误的修正\n",
    "5. 数据归一化：标准化、极差法、L1和L2正则化(regularization)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pandas_datareader import data\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-12-31</th>\n",
       "      <td>213.639999</td>\n",
       "      <td>210.729996</td>\n",
       "      <td>212.000000</td>\n",
       "      <td>212.100006</td>\n",
       "      <td>6773600</td>\n",
       "      <td>212.100006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-02</th>\n",
       "      <td>219.979996</td>\n",
       "      <td>216.539993</td>\n",
       "      <td>216.600006</td>\n",
       "      <td>219.770004</td>\n",
       "      <td>15873500</td>\n",
       "      <td>219.770004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-03</th>\n",
       "      <td>218.203003</td>\n",
       "      <td>216.009995</td>\n",
       "      <td>216.350006</td>\n",
       "      <td>217.000000</td>\n",
       "      <td>8604500</td>\n",
       "      <td>217.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-06</th>\n",
       "      <td>217.160004</td>\n",
       "      <td>214.089996</td>\n",
       "      <td>214.889999</td>\n",
       "      <td>216.639999</td>\n",
       "      <td>11885500</td>\n",
       "      <td>216.639999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-07</th>\n",
       "      <td>218.940002</td>\n",
       "      <td>216.690002</td>\n",
       "      <td>217.639999</td>\n",
       "      <td>217.630005</td>\n",
       "      <td>9388000</td>\n",
       "      <td>217.630005</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                  High         Low        Open       Close    Volume  \\\n",
       "Date                                                                   \n",
       "2019-12-31  213.639999  210.729996  212.000000  212.100006   6773600   \n",
       "2020-01-02  219.979996  216.539993  216.600006  219.770004  15873500   \n",
       "2020-01-03  218.203003  216.009995  216.350006  217.000000   8604500   \n",
       "2020-01-06  217.160004  214.089996  214.889999  216.639999  11885500   \n",
       "2020-01-07  218.940002  216.690002  217.639999  217.630005   9388000   \n",
       "\n",
       "             Adj Close  \n",
       "Date                    \n",
       "2019-12-31  212.100006  \n",
       "2020-01-02  219.770004  \n",
       "2020-01-03  217.000000  \n",
       "2020-01-06  216.639999  \n",
       "2020-01-07  217.630005  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#定义时间\n",
    "codeDict = {'阿里巴巴':'BABA', '京东':'JD','沃尔玛':'WMT','亚马逊':'AMZN','易贝':'EBAY'}\n",
    "start_date = '2020-01-01'\n",
    "end_date = '2022-03-20'\n",
    "\n",
    "# 阿里巴巴股票数据\n",
    "babaDf = data.get_data_yahoo(codeDict['阿里巴巴'], start_date, end_date)\n",
    "# 查看前五行数据\n",
    "babaDf.head(5)\n",
    "# # 阿里巴巴描述统计\n",
    "# babaDf.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据归一化:归一化之后的数据服从正态分布\n",
    "# X_std = (X - X.min(axis=0)) / (X.max(axis=0) - X.min(axis=0))\n",
    "# X_scaled = X_std * (max - min) + min\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "# 默认 feature_range=(0, 1)\n",
    "# 函数说明文档：https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.MinMaxScaler.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0.594933</td>\n",
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       "      <th>2</th>\n",
       "      <td>0.583410</td>\n",
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       "      <th>3</th>\n",
       "      <td>0.581912</td>\n",
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       "      <th>4</th>\n",
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       "          0\n",
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       "3  0.581912\n",
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     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Close Price\n",
    "originData = babaDf.iloc[:, 3:4].astype('float32')\n",
    "scaler = MinMaxScaler()\n",
    "# Compute the minimum and maximum to be used for later scaling.\n",
    "scaler.fit(originData)\n",
    "# Scale features of X according to feature_range.\n",
    "returnData = scaler.transform(originData)\n",
    "\n",
    "# fit_transform(X[, Y]) => Fit to data, then transform it.\n",
    "df_log = pd.DataFrame(returnData)\n",
    "df_log.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.4 特征选择"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据属性在什么情况下才能成为真正的特征？   \n",
    "研究一些统计和迭代过程\n",
    "1. 相关系数   \n",
    "2. 识别并移除多重共线性    \n",
    "3. 卡方检验    \n",
    "4. 方差分析   \n",
    "5. 理解p值\n",
    "6. 迭代特征选择    \n",
    "7. 用机器学习测量熵和信息增益 \n",
    "\n",
    "注意与降维技术的区别"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.5 特征构建\n",
    "为数据集插入新的特征\n",
    "1. 基于业务背景构建更能表达问题的特征（价格单日变化幅度、单周成交量）---- 基于统计信息\n",
    "2. 模型可以有效利用的特征：常见的有one-hot编码、{0，1}\n",
    "2. 实体匹配（淘宝销量预测利用客户京东购物数据）    \n",
    "3. 空间投影（价格单日变化幅度-->某个空间（市场情绪、政策影响）） ---- 领域知识（GNN、NLP）  \n",
    "\n",
    "场景：事件/趋势相似性发现    \n",
    "图相似度搜索：常用图编辑距离或者最大共同子图来衡量图的相似度，然而这两个指标的计算复杂度非常高（NP-complete）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
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       "    <tr>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-12-31</th>\n",
       "      <td>213.639999</td>\n",
       "      <td>210.729996</td>\n",
       "      <td>212.000000</td>\n",
       "      <td>212.100006</td>\n",
       "      <td>6773600</td>\n",
       "      <td>212.100006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-02</th>\n",
       "      <td>219.979996</td>\n",
       "      <td>216.539993</td>\n",
       "      <td>216.600006</td>\n",
       "      <td>219.770004</td>\n",
       "      <td>15873500</td>\n",
       "      <td>219.770004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-03</th>\n",
       "      <td>218.203003</td>\n",
       "      <td>216.009995</td>\n",
       "      <td>216.350006</td>\n",
       "      <td>217.000000</td>\n",
       "      <td>8604500</td>\n",
       "      <td>217.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-06</th>\n",
       "      <td>217.160004</td>\n",
       "      <td>214.089996</td>\n",
       "      <td>214.889999</td>\n",
       "      <td>216.639999</td>\n",
       "      <td>11885500</td>\n",
       "      <td>216.639999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-07</th>\n",
       "      <td>218.940002</td>\n",
       "      <td>216.690002</td>\n",
       "      <td>217.639999</td>\n",
       "      <td>217.630005</td>\n",
       "      <td>9388000</td>\n",
       "      <td>217.630005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2022-03-15</th>\n",
       "      <td>80.139999</td>\n",
       "      <td>73.279999</td>\n",
       "      <td>75.099998</td>\n",
       "      <td>76.760002</td>\n",
       "      <td>86209300</td>\n",
       "      <td>76.760002</td>\n",
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       "    <tr>\n",
       "      <th>2022-03-16</th>\n",
       "      <td>105.739998</td>\n",
       "      <td>87.120003</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>104.980003</td>\n",
       "      <td>159834300</td>\n",
       "      <td>104.980003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-17</th>\n",
       "      <td>101.889999</td>\n",
       "      <td>95.769997</td>\n",
       "      <td>99.139999</td>\n",
       "      <td>100.370003</td>\n",
       "      <td>80663200</td>\n",
       "      <td>100.370003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-18</th>\n",
       "      <td>111.739998</td>\n",
       "      <td>99.599998</td>\n",
       "      <td>100.500000</td>\n",
       "      <td>108.300003</td>\n",
       "      <td>83715800</td>\n",
       "      <td>108.300003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-18</th>\n",
       "      <td>111.739998</td>\n",
       "      <td>99.599998</td>\n",
       "      <td>100.500000</td>\n",
       "      <td>108.300003</td>\n",
       "      <td>83215498</td>\n",
       "      <td>108.300003</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>560 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  High         Low        Open       Close     Volume  \\\n",
       "Date                                                                    \n",
       "2019-12-31  213.639999  210.729996  212.000000  212.100006    6773600   \n",
       "2020-01-02  219.979996  216.539993  216.600006  219.770004   15873500   \n",
       "2020-01-03  218.203003  216.009995  216.350006  217.000000    8604500   \n",
       "2020-01-06  217.160004  214.089996  214.889999  216.639999   11885500   \n",
       "2020-01-07  218.940002  216.690002  217.639999  217.630005    9388000   \n",
       "...                ...         ...         ...         ...        ...   \n",
       "2022-03-15   80.139999   73.279999   75.099998   76.760002   86209300   \n",
       "2022-03-16  105.739998   87.120003   92.000000  104.980003  159834300   \n",
       "2022-03-17  101.889999   95.769997   99.139999  100.370003   80663200   \n",
       "2022-03-18  111.739998   99.599998  100.500000  108.300003   83715800   \n",
       "2022-03-18  111.739998   99.599998  100.500000  108.300003   83215498   \n",
       "\n",
       "             Adj Close  \n",
       "Date                    \n",
       "2019-12-31  212.100006  \n",
       "2020-01-02  219.770004  \n",
       "2020-01-03  217.000000  \n",
       "2020-01-06  216.639999  \n",
       "2020-01-07  217.630005  \n",
       "...                ...  \n",
       "2022-03-15   76.760002  \n",
       "2022-03-16  104.980003  \n",
       "2022-03-17  100.370003  \n",
       "2022-03-18  108.300003  \n",
       "2022-03-18  108.300003  \n",
       "\n",
       "[560 rows x 6 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "del babaDf['newFeat']\n",
    "babaDf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "560\n"
     ]
    }
   ],
   "source": [
    "# 特征工程\n",
    "def change(column):\n",
    "    res = [0]\n",
    "    buyPrice = column[0]\n",
    "    print(len(column))\n",
    "    for i in range(1, len(column)):\n",
    "        res.append((column[i] - buyPrice) / buyPrice)\n",
    "    return res\n",
    "\n",
    "# 获取收盘价Close这一列的数据\n",
    "closeCol = babaDf['Close']\n",
    "# 构建累计涨跌幅这一新特征\n",
    "babaChange = change(closeCol)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Adj Close</th>\n",
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       "      <th>Date</th>\n",
       "      <th></th>\n",
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       "      <th>2019-12-31</th>\n",
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       "      <td>212.100006</td>\n",
       "      <td>0.000000</td>\n",
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       "      <th>2020-01-02</th>\n",
       "      <td>219.979996</td>\n",
       "      <td>216.539993</td>\n",
       "      <td>216.600006</td>\n",
       "      <td>219.770004</td>\n",
       "      <td>15873500</td>\n",
       "      <td>219.770004</td>\n",
       "      <td>0.036162</td>\n",
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       "    <tr>\n",
       "      <th>2020-01-03</th>\n",
       "      <td>218.203003</td>\n",
       "      <td>216.009995</td>\n",
       "      <td>216.350006</td>\n",
       "      <td>217.000000</td>\n",
       "      <td>8604500</td>\n",
       "      <td>217.000000</td>\n",
       "      <td>0.023102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-06</th>\n",
       "      <td>217.160004</td>\n",
       "      <td>214.089996</td>\n",
       "      <td>214.889999</td>\n",
       "      <td>216.639999</td>\n",
       "      <td>11885500</td>\n",
       "      <td>216.639999</td>\n",
       "      <td>0.021405</td>\n",
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       "    <tr>\n",
       "      <th>2020-01-07</th>\n",
       "      <td>218.940002</td>\n",
       "      <td>216.690002</td>\n",
       "      <td>217.639999</td>\n",
       "      <td>217.630005</td>\n",
       "      <td>9388000</td>\n",
       "      <td>217.630005</td>\n",
       "      <td>0.026073</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2022-03-15</th>\n",
       "      <td>80.139999</td>\n",
       "      <td>73.279999</td>\n",
       "      <td>75.099998</td>\n",
       "      <td>76.760002</td>\n",
       "      <td>86209300</td>\n",
       "      <td>76.760002</td>\n",
       "      <td>-0.638095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-16</th>\n",
       "      <td>105.739998</td>\n",
       "      <td>87.120003</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>104.980003</td>\n",
       "      <td>159834300</td>\n",
       "      <td>104.980003</td>\n",
       "      <td>-0.505045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-17</th>\n",
       "      <td>101.889999</td>\n",
       "      <td>95.769997</td>\n",
       "      <td>99.139999</td>\n",
       "      <td>100.370003</td>\n",
       "      <td>80663200</td>\n",
       "      <td>100.370003</td>\n",
       "      <td>-0.526780</td>\n",
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       "    <tr>\n",
       "      <th>2022-03-18</th>\n",
       "      <td>111.739998</td>\n",
       "      <td>99.599998</td>\n",
       "      <td>100.500000</td>\n",
       "      <td>108.300003</td>\n",
       "      <td>83715800</td>\n",
       "      <td>108.300003</td>\n",
       "      <td>-0.489392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-03-18</th>\n",
       "      <td>111.739998</td>\n",
       "      <td>99.599998</td>\n",
       "      <td>100.500000</td>\n",
       "      <td>108.300003</td>\n",
       "      <td>83215498</td>\n",
       "      <td>108.300003</td>\n",
       "      <td>-0.489392</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>560 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  High         Low        Open       Close     Volume  \\\n",
       "Date                                                                    \n",
       "2019-12-31  213.639999  210.729996  212.000000  212.100006    6773600   \n",
       "2020-01-02  219.979996  216.539993  216.600006  219.770004   15873500   \n",
       "2020-01-03  218.203003  216.009995  216.350006  217.000000    8604500   \n",
       "2020-01-06  217.160004  214.089996  214.889999  216.639999   11885500   \n",
       "2020-01-07  218.940002  216.690002  217.639999  217.630005    9388000   \n",
       "...                ...         ...         ...         ...        ...   \n",
       "2022-03-15   80.139999   73.279999   75.099998   76.760002   86209300   \n",
       "2022-03-16  105.739998   87.120003   92.000000  104.980003  159834300   \n",
       "2022-03-17  101.889999   95.769997   99.139999  100.370003   80663200   \n",
       "2022-03-18  111.739998   99.599998  100.500000  108.300003   83715800   \n",
       "2022-03-18  111.739998   99.599998  100.500000  108.300003   83215498   \n",
       "\n",
       "             Adj Close  cumulativeChange  \n",
       "Date                                      \n",
       "2019-12-31  212.100006          0.000000  \n",
       "2020-01-02  219.770004          0.036162  \n",
       "2020-01-03  217.000000          0.023102  \n",
       "2020-01-06  216.639999          0.021405  \n",
       "2020-01-07  217.630005          0.026073  \n",
       "...                ...               ...  \n",
       "2022-03-15   76.760002         -0.638095  \n",
       "2022-03-16  104.980003         -0.505045  \n",
       "2022-03-17  100.370003         -0.526780  \n",
       "2022-03-18  108.300003         -0.489392  \n",
       "2022-03-18  108.300003         -0.489392  \n",
       "\n",
       "[560 rows x 7 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "babaDf['cumulativeChange'] = babaChange\n",
    "babaDf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据可视化\n",
    "%matplotlib inline \n",
    "%pylab inline \n",
    "pylab.rcParams['figure.figsize']=(10,6) # 改变大小plot\n",
    "babaDf[\"cumulativeChange\"].plot(grid=True, c='r')   # 调整后的收盘价\n",
    "# plt.plot(label='baba')\n",
    "plt.title('BABA')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.6 特征转换\n",
    "自动构建   \n",
    "基于原特征构建一个特征子集来完全地表示数据（k<n），不是简单地删除一些列，而是对数据集应用复杂的数学变换。    \n",
    "常用技术：PCA（基因组合）、RFE、tSNE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.7 特征学习：以AI促AI"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "不依赖数学公式，尝试对数据进行理解和建模，从而发掘数据的模式并创建新数据。    \n",
    "基于神经网络的算法：   \n",
    "1. 受限玻尔兹曼机（RBM）   \n",
    "2. Word2vec/Glove等词嵌入算法    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
